Dataset statistics
| Number of variables | 44 |
|---|---|
| Number of observations | 2374 |
| Missing cells | 3120 |
| Missing cells (%) | 3.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 699.2 KiB |
| Average record size in memory | 301.6 B |
Variable types
| NUM | 19 |
|---|---|
| CAT | 17 |
| BOOL | 8 |
City_Name has a high cardinality: 168 distinct values | High cardinality |
ZIP has a high cardinality: 359 distinct values | High cardinality |
All_lengths is highly correlated with num_bikelanes_Cls2 | High correlation |
num_bikelanes_Cls2 is highly correlated with All_lengths | High correlation |
Cnty_Name is highly correlated with COUNTYFP10 | High correlation |
COUNTYFP10 is highly correlated with Cnty_Name | High correlation |
Disadv_Neighborhds1990_2015 is highly correlated with Disadv_Neighborhds1990_2000 and 1 other fields | High correlation |
Disadv_Neighborhds1990_2000 is highly correlated with Disadv_Neighborhds1990_2015 | High correlation |
Disadv_Neighborhds2000_2015 is highly correlated with Disadv_Neighborhds1990_2015 | High correlation |
Gentrified_1990_2015 is highly correlated with Gentrified_1990_2000 and 1 other fields | High correlation |
Gentrified_1990_2000 is highly correlated with Gentrified_1990_2015 | High correlation |
Gentrified_2000_2015 is highly correlated with Gentrified_1990_2015 | High correlation |
Cnty_Name has 61 (2.6%) missing values | Missing |
City_Name has 70 (2.9%) missing values | Missing |
Chg_median_rent2000_2015 has 47 (2.0%) missing values | Missing |
Chg_median_fam_inc2000_2015 has 27 (1.1%) missing values | Missing |
Disadv_Neighborhds1990_2015 has 1358 (57.2%) missing values | Missing |
Gentrified_1990_2015 has 1358 (57.2%) missing values | Missing |
num_bikelanes_Cls1 is highly skewed (γ1 = 21.63996336) | Skewed |
sqmi is highly skewed (γ1 = 20.16372471) | Skewed |
GEOID10 has unique values | Unique |
num_bikelanes_Cls1 has 2334 (98.3%) zeros | Zeros |
num_bikelanes_Cls2 has 1923 (81.0%) zeros | Zeros |
num_bikelanes_Cls3 has 2130 (89.7%) zeros | Zeros |
All_lengths has 1806 (76.1%) zeros | Zeros |
Chg_Sec8_fam2000_2015 has 155 (6.5%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-25 05:36:41.157897 |
|---|---|
| Analysis finished | 2020-10-25 05:37:40.542590 |
| Duration | 59.38 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 2374 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.2 KiB |
| 6059980000 | 1 |
|---|---|
| 6037302102 | 1 |
| 6037302003 | 1 |
| 6037302002 | 1 |
| 6037301900 | 1 |
| Other values (2369) |
| Value | Count | Frequency (%) | |
| 6059980000 | 1 | < 0.1% | |
| 6037302102 | 1 | < 0.1% | |
| 6037302003 | 1 | < 0.1% | |
| 6037302002 | 1 | < 0.1% | |
| 6037301900 | 1 | < 0.1% | |
| 6037301802 | 1 | < 0.1% | |
| 6037301801 | 1 | < 0.1% | |
| 6037301602 | 1 | < 0.1% | |
| 6037301502 | 1 | < 0.1% | |
| 6037301501 | 1 | < 0.1% | |
| Other values (2364) | 2364 | 99.6% |
Frequencies of value counts
Unique
| Unique | 2374 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| 37 | |
|---|---|
| 59 |
| Value | Count | Frequency (%) | |
| 37 | 1857 | 78.2% | |
| 59 | 517 | 21.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 61 |
| Missing (%) | 2.6% |
| Memory size | 2.4 KiB |
| Los Angeles | |
|---|---|
| Orange |
| Value | Count | Frequency (%) | |
| Los Angeles | 1802 | 75.9% | |
| Orange | 511 | 21.5% | |
| (Missing) | 61 | 2.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 9.718197136 |
| Min length | 3 |
| Distinct | 168 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 70 |
| Missing (%) | 2.9% |
| Memory size | 10.9 KiB |
| Los Angeles | |
|---|---|
| Long Beach | 94 |
| Anaheim | 48 |
| Santa Ana | 46 |
| Huntington Beach | 42 |
| Other values (163) |
| Value | Count | Frequency (%) | |
| Los Angeles | 773 | 32.6% | |
| Long Beach | 94 | 4.0% | |
| Anaheim | 48 | 2.0% | |
| Santa Ana | 46 | 1.9% | |
| Huntington Beach | 42 | 1.8% | |
| Garden Grove | 33 | 1.4% | |
| Glendale | 32 | 1.3% | |
| Torrance | 31 | 1.3% | |
| Santa Clarita | 29 | 1.2% | |
| Irvine | 25 | 1.1% | |
| Other values (158) | 1151 | 48.5% | |
| (Missing) | 70 | 2.9% |
Frequencies of value counts
Unique
| Unique | 24 ? |
|---|---|
| Unique (%) | 1.0% |
Histogram of lengths of the category
Length
| Max length | 24 |
|---|---|
| Median length | 11 |
| Mean length | 10.24557709 |
| Min length | 3 |
| Distinct | 359 |
|---|---|
| Distinct (%) | 15.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 90044 | 24 |
|---|---|
| 90201 | 22 |
| 90255 | 22 |
| 90026 | 21 |
| 90280 | 20 |
| Other values (354) |
| Value | Count | Frequency (%) | |
| 90044 | 24 | 1.0% | |
| 90201 | 22 | 0.9% | |
| 90255 | 22 | 0.9% | |
| 90026 | 21 | 0.9% | |
| 90280 | 20 | 0.8% | |
| 91331 | 19 | 0.8% | |
| 90011 | 19 | 0.8% | |
| 90706 | 18 | 0.8% | |
| 90805 | 18 | 0.8% | |
| 90650 | 18 | 0.8% | |
| Other values (349) | 2173 | 91.5% |
Frequencies of value counts
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | 1.4% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
num_bikelanes_Cls0
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 262.8681813 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 2373 | > 99.9% | |
| 262.8681813 | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 11 |
|---|---|
| Median length | 3 |
| Mean length | 3.00336984 |
| Min length | 3 |
| Distinct | 41 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.65581466 |
|---|---|
| Minimum | 0 |
| Maximum | 7412.502826 |
| Zeros | 2334 |
| Zeros (%) | 98.3% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7412.502826 |
| Range | 7412.502826 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 222.8532228 |
|---|---|
| Coefficient of variation (CV) | 12.62208667 |
| Kurtosis | 604.6432204 |
| Mean | 17.65581466 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.63996336 |
| Sum | 41914.90399 |
| Variance | 49663.55893 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) | |
| 0 | 2334 | 98.3% | |
| 898.9321197 | 1 | < 0.1% | |
| 0.1770352 | 1 | < 0.1% | |
| 2054.791684 | 1 | < 0.1% | |
| 1116.721872 | 1 | < 0.1% | |
| 1097.620006 | 1 | < 0.1% | |
| 782.8702249 | 1 | < 0.1% | |
| 1921.683536 | 1 | < 0.1% | |
| 2099.20256 | 1 | < 0.1% | |
| 204.6318344 | 1 | < 0.1% | |
| Other values (31) | 31 | 1.3% |
| Value | Count | Frequency (%) | |
| 0 | 2334 | 98.3% | |
| 0.142114874 | 1 | < 0.1% | |
| 0.1770352 | 1 | < 0.1% | |
| 0.226338598 | 1 | < 0.1% | |
| 0.259301041 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7412.502826 | 1 | < 0.1% | |
| 4589.874257 | 1 | < 0.1% | |
| 2191.77115 | 1 | < 0.1% | |
| 2099.20256 | 1 | < 0.1% | |
| 2054.791684 | 1 | < 0.1% |
| Distinct | 452 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 241.7092936 |
|---|---|
| Minimum | 0 |
| Maximum | 9384.668542 |
| Zeros | 1923 |
| Zeros (%) | 81.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1644.214016 |
| Maximum | 9384.668542 |
| Range | 9384.668542 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 771.4150573 |
|---|---|
| Coefficient of variation (CV) | 3.191499366 |
| Kurtosis | 38.34917837 |
| Mean | 241.7092936 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.268196888 |
| Sum | 573817.863 |
| Variance | 595081.1907 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1923 | 81.0% | |
| 1386.657652 | 1 | < 0.1% | |
| 1590.46103 | 1 | < 0.1% | |
| 611.6115479 | 1 | < 0.1% | |
| 8171.392073 | 1 | < 0.1% | |
| 913.1616097 | 1 | < 0.1% | |
| 3513.993932 | 1 | < 0.1% | |
| 305.4378084 | 1 | < 0.1% | |
| 1947.870638 | 1 | < 0.1% | |
| 2777.521057 | 1 | < 0.1% | |
| Other values (442) | 442 | 18.6% |
| Value | Count | Frequency (%) | |
| 0 | 1923 | 81.0% | |
| 0.061367015 | 1 | < 0.1% | |
| 0.249504662 | 1 | < 0.1% | |
| 0.323160483 | 1 | < 0.1% | |
| 0.342701132 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9384.668542 | 1 | < 0.1% | |
| 8783.736709 | 1 | < 0.1% | |
| 8631.243885 | 1 | < 0.1% | |
| 8171.392073 | 1 | < 0.1% | |
| 6640.904263 | 1 | < 0.1% |
| Distinct | 245 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.82468164 |
|---|---|
| Minimum | 0 |
| Maximum | 6103.364354 |
| Zeros | 2130 |
| Zeros (%) | 89.7% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 631.3934306 |
| Maximum | 6103.364354 |
| Range | 6103.364354 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 310.062506 |
|---|---|
| Coefficient of variation (CV) | 4.089202873 |
| Kurtosis | 79.10244789 |
| Mean | 75.82468164 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.860138028 |
| Sum | 180007.7942 |
| Variance | 96138.75763 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2130 | 89.7% | |
| 417.9174539 | 1 | < 0.1% | |
| 1497.720238 | 1 | < 0.1% | |
| 382.6681532 | 1 | < 0.1% | |
| 606.161606 | 1 | < 0.1% | |
| 248.5574558 | 1 | < 0.1% | |
| 1704.880319 | 1 | < 0.1% | |
| 1308.307659 | 1 | < 0.1% | |
| 13.68735424 | 1 | < 0.1% | |
| 830.380213 | 1 | < 0.1% | |
| Other values (235) | 235 | 9.9% |
| Value | Count | Frequency (%) | |
| 0 | 2130 | 89.7% | |
| 0.365514272 | 1 | < 0.1% | |
| 0.404937956 | 1 | < 0.1% | |
| 0.67527278 | 1 | < 0.1% | |
| 0.685926586 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6103.364354 | 1 | < 0.1% | |
| 3038.197036 | 1 | < 0.1% | |
| 2555.453073 | 1 | < 0.1% | |
| 2384.046931 | 1 | < 0.1% | |
| 2290.574895 | 1 | < 0.1% |
num_bikelanes_Cls4
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 1344.616251 | 1 |
| 603.8689225 | 1 |
| 1730.604259 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 2371 | 99.9% | |
| 1344.616251 | 1 | < 0.1% | |
| 603.8689225 | 1 | < 0.1% | |
| 1730.604259 | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 17 |
|---|---|
| Median length | 3 |
| Mean length | 3.0126369 |
| Min length | 3 |
| Distinct | 569 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 336.8502607 |
|---|---|
| Minimum | 0 |
| Maximum | 22147.11107 |
| Zeros | 1806 |
| Zeros (%) | 76.1% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2019.292489 |
| Maximum | 22147.11107 |
| Range | 22147.11107 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 986.4215266 |
|---|---|
| Coefficient of variation (CV) | 2.928368007 |
| Kurtosis | 113.617807 |
| Mean | 336.8502607 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.419112326 |
| Sum | 799682.5188 |
| Variance | 973027.4282 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1806 | 76.1% | |
| 215.3560492 | 1 | < 0.1% | |
| 2924.831587 | 1 | < 0.1% | |
| 6403.343017 | 1 | < 0.1% | |
| 281.4567351 | 1 | < 0.1% | |
| 13.94665528 | 1 | < 0.1% | |
| 141.7222752 | 1 | < 0.1% | |
| 35.83617276 | 1 | < 0.1% | |
| 18.51541248 | 1 | < 0.1% | |
| 1022.469222 | 1 | < 0.1% | |
| Other values (559) | 559 | 23.5% |
| Value | Count | Frequency (%) | |
| 0 | 1806 | 76.1% | |
| 0.142114874 | 1 | < 0.1% | |
| 0.611995199 | 1 | < 0.1% | |
| 0.634389982 | 1 | < 0.1% | |
| 0.65282899 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 22147.11107 | 1 | < 0.1% | |
| 9384.668542 | 1 | < 0.1% | |
| 8783.736709 | 1 | < 0.1% | |
| 8171.392073 | 1 | < 0.1% | |
| 6640.904263 | 1 | < 0.1% |
| Distinct | 2373 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.722624136 |
|---|---|
| Minimum | 0.02701094 |
| Maximum | 397.2516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | 0.02701094 |
|---|---|
| 5-th percentile | 0.124173885 |
| Q1 | 0.251679475 |
| median | 0.45106075 |
| Q3 | 0.7582048 |
| 95-th percentile | 2.62004485 |
| Maximum | 397.2516 |
| Range | 397.2245891 |
| Interquartile range (IQR) | 0.506525325 |
Descriptive statistics
| Standard deviation | 12.80269913 |
|---|---|
| Coefficient of variation (CV) | 7.432090878 |
| Kurtosis | 500.1991974 |
| Mean | 1.722624136 |
| Median Absolute Deviation (MAD) | 0.22486185 |
| Skewness | 20.16372471 |
| Sum | 4089.509699 |
| Variance | 163.9091049 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.3819543 | 2 | 0.1% | |
| 0.2116195 | 1 | < 0.1% | |
| 0.6168036 | 1 | < 0.1% | |
| 0.2380926 | 1 | < 0.1% | |
| 0.5006687 | 1 | < 0.1% | |
| 2.615081 | 1 | < 0.1% | |
| 0.3924331 | 1 | < 0.1% | |
| 0.5723525 | 1 | < 0.1% | |
| 0.2703429 | 1 | < 0.1% | |
| 0.4274696 | 1 | < 0.1% | |
| Other values (2363) | 2363 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.02701094 | 1 | < 0.1% | |
| 0.03073219 | 1 | < 0.1% | |
| 0.03586619 | 1 | < 0.1% | |
| 0.03588858 | 1 | < 0.1% | |
| 0.04104884 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 397.2516 | 1 | < 0.1% | |
| 237.737 | 1 | < 0.1% | |
| 227.1737 | 1 | < 0.1% | |
| 170.1176 | 1 | < 0.1% | |
| 144.1025 | 1 | < 0.1% |
| Distinct | 2321 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 47 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 285.3333735 |
|---|---|
| Minimum | -1462.945455 |
| Maximum | 3228.697189 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -1462.945455 |
|---|---|
| 5-th percentile | -5.981343874 |
| Q1 | 162.6158103 |
| median | 246.9312253 |
| Q3 | 356.0470356 |
| 95-th percentile | 727.1345207 |
| Maximum | 3228.697189 |
| Range | 4691.642644 |
| Interquartile range (IQR) | 193.4312253 |
Descriptive statistics
| Standard deviation | 274.6654764 |
|---|---|
| Coefficient of variation (CV) | 0.9626125157 |
| Kurtosis | 14.69416253 |
| Mean | 285.3333735 |
| Median Absolute Deviation (MAD) | 93.8347826 |
| Skewness | 1.75470523 |
| Sum | 663970.7601 |
| Variance | 75441.12395 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 746.0545455 | 3 | 0.1% | |
| 299.3075099 | 2 | 0.1% | |
| 330.8632411 | 2 | 0.1% | |
| 169.0371542 | 2 | 0.1% | |
| 243.7517787 | 2 | 0.1% | |
| 205.8525943 | 1 | < 0.1% | |
| -724.9478261 | 1 | < 0.1% | |
| 223.6932806 | 1 | < 0.1% | |
| 259.6181476 | 1 | < 0.1% | |
| 271.2342743 | 1 | < 0.1% | |
| Other values (2311) | 2311 | 97.3% | |
| (Missing) | 47 | 2.0% |
| Value | Count | Frequency (%) | |
| -1462.945455 | 1 | < 0.1% | |
| -1317.078362 | 1 | < 0.1% | |
| -1307.945455 | 1 | < 0.1% | |
| -779.0258748 | 1 | < 0.1% | |
| -748.0750988 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3228.697189 | 1 | < 0.1% | |
| 2199.894862 | 1 | < 0.1% | |
| 2143.158103 | 1 | < 0.1% | |
| 1951.679842 | 1 | < 0.1% | |
| 1889.818182 | 1 | < 0.1% |
Chg_median_rent1990_2000
Real number (ℝ)
| Distinct | 2355 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 5 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1038988223 |
|---|---|
| Minimum | -0.421195165 |
| Maximum | 0.34200552 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.421195165 |
|---|---|
| 5-th percentile | -0.2659549834 |
| Q1 | -0.166949445 |
| median | -0.086447535 |
| Q3 | -0.032776865 |
| 95-th percentile | 0.00380754 |
| Maximum | 0.34200552 |
| Range | 0.763200685 |
| Interquartile range (IQR) | 0.13417258 |
Descriptive statistics
| Standard deviation | 0.09035291878 |
|---|---|
| Coefficient of variation (CV) | -0.8696240896 |
| Kurtosis | 0.3427527997 |
| Mean | -0.1038988223 |
| Median Absolute Deviation (MAD) | 0.062214354 |
| Skewness | -0.4599002598 |
| Sum | -246.1363101 |
| Variance | 0.008163649931 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.10469086 | 2 | 0.1% | |
| -0.017020842 | 2 | 0.1% | |
| 0.001804789 | 2 | 0.1% | |
| -0.007318249 | 2 | 0.1% | |
| -0.221413754 | 2 | 0.1% | |
| -0.241217342 | 2 | 0.1% | |
| -0.07075573 | 2 | 0.1% | |
| -0.173162547 | 2 | 0.1% | |
| 0.002876553 | 2 | 0.1% | |
| -0.170667589 | 2 | 0.1% | |
| Other values (2345) | 2349 | 98.9% | |
| (Missing) | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| -0.421195165 | 1 | < 0.1% | |
| -0.418549061 | 1 | < 0.1% | |
| -0.404868649 | 1 | < 0.1% | |
| -0.395881397 | 1 | < 0.1% | |
| -0.386091906 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.34200552 | 1 | < 0.1% | |
| 0.342005509 | 1 | < 0.1% | |
| 0.342005487 | 1 | < 0.1% | |
| 0.145036242 | 1 | < 0.1% | |
| 0.119880994 | 1 | < 0.1% |
Chg_nonHisp_whites2000_2015
Real number (ℝ)
| Distinct | 2362 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.05926072944 |
|---|---|
| Minimum | -0.736516016 |
| Maximum | 0.944389484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.736516016 |
|---|---|
| 5-th percentile | -0.2033859735 |
| Q1 | -0.1112246433 |
| median | -0.049011992 |
| Q3 | -0.00633424175 |
| 95-th percentile | 0.06418931275 |
| Maximum | 0.944389484 |
| Range | 1.6809055 |
| Interquartile range (IQR) | 0.1048904015 |
Descriptive statistics
| Standard deviation | 0.08929509198 |
|---|---|
| Coefficient of variation (CV) | -1.506817294 |
| Kurtosis | 9.969345907 |
| Mean | -0.05926072944 |
| Median Absolute Deviation (MAD) | 0.0489800765 |
| Skewness | 0.05214090302 |
| Sum | -139.9738429 |
| Variance | 0.007973613452 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.132482267 | 1 | < 0.1% | |
| -0.180861665 | 1 | < 0.1% | |
| -0.110127368 | 1 | < 0.1% | |
| -0.075221585 | 1 | < 0.1% | |
| 0.075159534 | 1 | < 0.1% | |
| -0.018588103 | 1 | < 0.1% | |
| -0.151613979 | 1 | < 0.1% | |
| -0.104301533 | 1 | < 0.1% | |
| -0.028554649 | 1 | < 0.1% | |
| -0.179591095 | 1 | < 0.1% | |
| Other values (2352) | 2352 | 99.1% | |
| (Missing) | 12 | 0.5% |
| Value | Count | Frequency (%) | |
| -0.736516016 | 1 | < 0.1% | |
| -0.632135248 | 1 | < 0.1% | |
| -0.573155431 | 1 | < 0.1% | |
| -0.571981545 | 1 | < 0.1% | |
| -0.419715672 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.944389484 | 1 | < 0.1% | |
| 0.299286065 | 1 | < 0.1% | |
| 0.254262891 | 1 | < 0.1% | |
| 0.246130665 | 1 | < 0.1% | |
| 0.23084336 | 1 | < 0.1% |
Chg_median_rent1990_2000.1
Real number (ℝ)
| Distinct | 2222 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 5 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006801124676 |
|---|---|
| Minimum | -0.373453318 |
| Maximum | 0.302114054 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.373453318 |
|---|---|
| 5-th percentile | -0.0776895016 |
| Q1 | -0.031092733 |
| median | -0.00248485 |
| Q3 | 0.038600939 |
| 95-th percentile | 0.1177888448 |
| Maximum | 0.302114054 |
| Range | 0.675567372 |
| Interquartile range (IQR) | 0.069693672 |
Descriptive statistics
| Standard deviation | 0.06392870255 |
|---|---|
| Coefficient of variation (CV) | 9.399725133 |
| Kurtosis | 3.469222844 |
| Mean | 0.006801124676 |
| Median Absolute Deviation (MAD) | 0.033699691 |
| Skewness | 0.5698631194 |
| Sum | 16.11186436 |
| Variance | 0.00408687901 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.014226542 | 4 | 0.2% | |
| -0.015207311 | 3 | 0.1% | |
| -0.003587354 | 3 | 0.1% | |
| 0.023922615 | 3 | 0.1% | |
| -0.373453318 | 3 | 0.1% | |
| 0.064043181 | 3 | 0.1% | |
| -0.056041475 | 3 | 0.1% | |
| 0.167187375 | 2 | 0.1% | |
| 0.242747895 | 2 | 0.1% | |
| 0.100499087 | 2 | 0.1% | |
| Other values (2212) | 2341 | 98.6% | |
| (Missing) | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| -0.373453318 | 3 | 0.1% | |
| -0.226294268 | 1 | < 0.1% | |
| -0.193155499 | 1 | < 0.1% | |
| -0.180983012 | 1 | < 0.1% | |
| -0.173285011 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.302114054 | 1 | < 0.1% | |
| 0.288474086 | 1 | < 0.1% | |
| 0.285109489 | 1 | < 0.1% | |
| 0.282315114 | 1 | < 0.1% | |
| 0.277633783 | 2 | 0.1% |
Change _popu_less_highsch2000_2015
Real number (ℝ)
| Distinct | 2359 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.07084597051 |
|---|---|
| Minimum | -0.386744052 |
| Maximum | 0.889041804 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.386744052 |
|---|---|
| 5-th percentile | -0.2139461301 |
| Q1 | -0.1191905965 |
| median | -0.054313295 |
| Q3 | -0.0157077095 |
| 95-th percentile | 0.022477357 |
| Maximum | 0.889041804 |
| Range | 1.275785856 |
| Interquartile range (IQR) | 0.103482887 |
Descriptive statistics
| Standard deviation | 0.07719384492 |
|---|---|
| Coefficient of variation (CV) | -1.089601065 |
| Kurtosis | 10.28009511 |
| Mean | -0.07084597051 |
| Median Absolute Deviation (MAD) | 0.046476377 |
| Skewness | 0.1103818248 |
| Sum | -167.1256444 |
| Variance | 0.005958889693 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.141519047 | 1 | < 0.1% | |
| -0.09399326 | 1 | < 0.1% | |
| -0.126082777 | 1 | < 0.1% | |
| -0.081347554 | 1 | < 0.1% | |
| 0.006848981 | 1 | < 0.1% | |
| -0.04652986 | 1 | < 0.1% | |
| -0.035080312 | 1 | < 0.1% | |
| -0.246473538 | 1 | < 0.1% | |
| -0.146688067 | 1 | < 0.1% | |
| -0.207122043 | 1 | < 0.1% | |
| Other values (2349) | 2349 | 98.9% | |
| (Missing) | 15 | 0.6% |
| Value | Count | Frequency (%) | |
| -0.386744052 | 1 | < 0.1% | |
| -0.383370359 | 1 | < 0.1% | |
| -0.356275945 | 1 | < 0.1% | |
| -0.350008935 | 1 | < 0.1% | |
| -0.349244798 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.889041804 | 1 | < 0.1% | |
| 0.159935114 | 1 | < 0.1% | |
| 0.159788313 | 1 | < 0.1% | |
| 0.159149014 | 1 | < 0.1% | |
| 0.142042426 | 1 | < 0.1% |
Change_collg_adultpopu1990_2000
Real number (ℝ)
| Distinct | 2222 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 5 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02568868968 |
|---|---|
| Minimum | -0.43125 |
| Maximum | 0.614975376 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.43125 |
|---|---|
| 5-th percentile | -0.055007462 |
| Q1 | -0.009483572 |
| median | 0.015701152 |
| Q3 | 0.055371409 |
| 95-th percentile | 0.1309368336 |
| Maximum | 0.614975376 |
| Range | 1.046225376 |
| Interquartile range (IQR) | 0.064854981 |
Descriptive statistics
| Standard deviation | 0.05851240325 |
|---|---|
| Coefficient of variation (CV) | 2.277749624 |
| Kurtosis | 7.538906152 |
| Mean | 0.02568868968 |
| Median Absolute Deviation (MAD) | 0.031011231 |
| Skewness | 0.9366621611 |
| Sum | 60.85650586 |
| Variance | 0.003423701334 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.142174109 | 4 | 0.2% | |
| 0.015840481 | 3 | 0.1% | |
| 0.159934932 | 3 | 0.1% | |
| -0.030271111 | 3 | 0.1% | |
| -0.005140941 | 3 | 0.1% | |
| 0.174071386 | 3 | 0.1% | |
| 0.003714856 | 3 | 0.1% | |
| -0.008351263 | 2 | 0.1% | |
| -0.023890003 | 2 | 0.1% | |
| -0.037193136 | 2 | 0.1% | |
| Other values (2212) | 2341 | 98.6% | |
| (Missing) | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| -0.43125 | 1 | < 0.1% | |
| -0.171016702 | 1 | < 0.1% | |
| -0.165410698 | 1 | < 0.1% | |
| -0.165018257 | 1 | < 0.1% | |
| -0.143980352 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.614975376 | 1 | < 0.1% | |
| 0.414300671 | 1 | < 0.1% | |
| 0.398414207 | 1 | < 0.1% | |
| 0.25438024 | 1 | < 0.1% | |
| 0.252136808 | 1 | < 0.1% |
Change_collg_adult_popu2000_2015
Real number (ℝ)
| Distinct | 2359 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05651047063 |
|---|---|
| Minimum | -0.553274974 |
| Maximum | 0.503626595 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.553274974 |
|---|---|
| 5-th percentile | -0.0308119679 |
| Q1 | 0.0143398095 |
| median | 0.048624049 |
| Q3 | 0.0927211915 |
| 95-th percentile | 0.1680142576 |
| Maximum | 0.503626595 |
| Range | 1.056901569 |
| Interquartile range (IQR) | 0.078381382 |
Descriptive statistics
| Standard deviation | 0.06756582217 |
|---|---|
| Coefficient of variation (CV) | 1.195633684 |
| Kurtosis | 8.028309215 |
| Mean | 0.05651047063 |
| Median Absolute Deviation (MAD) | 0.038033919 |
| Skewness | 0.3146336811 |
| Sum | 133.3082002 |
| Variance | 0.004565140326 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.048600012 | 1 | < 0.1% | |
| 0.042471439 | 1 | < 0.1% | |
| 0.046732063 | 1 | < 0.1% | |
| 0.063915136 | 1 | < 0.1% | |
| 0.052266861 | 1 | < 0.1% | |
| 0.022690297 | 1 | < 0.1% | |
| 0.088702458 | 1 | < 0.1% | |
| 0.133305943 | 1 | < 0.1% | |
| 0.081161062 | 1 | < 0.1% | |
| -0.025975682 | 1 | < 0.1% | |
| Other values (2349) | 2349 | 98.9% | |
| (Missing) | 15 | 0.6% |
| Value | Count | Frequency (%) | |
| -0.553274974 | 1 | < 0.1% | |
| -0.486324152 | 1 | < 0.1% | |
| -0.342447042 | 1 | < 0.1% | |
| -0.185655231 | 1 | < 0.1% | |
| -0.180741705 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.503626595 | 1 | < 0.1% | |
| 0.48095608 | 1 | < 0.1% | |
| 0.479713817 | 1 | < 0.1% | |
| 0.416919946 | 1 | < 0.1% | |
| 0.390233276 | 1 | < 0.1% |
Chg_median_fam_inc1990_2000
Real number (ℝ)
| Distinct | 2365 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 8 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2478.976848 |
|---|---|
| Minimum | -59081.96745 |
| Maximum | 99124.59293 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -59081.96745 |
|---|---|
| 5-th percentile | -19324.76933 |
| Q1 | -8683.633738 |
| median | -3430.160713 |
| Q3 | 2343.38126 |
| 95-th percentile | 16125.79762 |
| Maximum | 99124.59293 |
| Range | 158206.5604 |
| Interquartile range (IQR) | 11027.015 |
Descriptive statistics
| Standard deviation | 12617.82342 |
|---|---|
| Coefficient of variation (CV) | -5.089931934 |
| Kurtosis | 9.542619737 |
| Mean | -2478.976848 |
| Median Absolute Deviation (MAD) | 5532.347776 |
| Skewness | 1.552152118 |
| Sum | -5865259.221 |
| Variance | 159209467.8 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -14596.63655 | 2 | 0.1% | |
| -7363.176997 | 1 | < 0.1% | |
| 4300.668316 | 1 | < 0.1% | |
| -4235.59213 | 1 | < 0.1% | |
| -4138.016965 | 1 | < 0.1% | |
| 4957.587913 | 1 | < 0.1% | |
| -9144.156903 | 1 | < 0.1% | |
| 2101.205138 | 1 | < 0.1% | |
| 9306.472345 | 1 | < 0.1% | |
| 1622.702664 | 1 | < 0.1% | |
| Other values (2355) | 2355 | 99.2% | |
| (Missing) | 8 | 0.3% |
| Value | Count | Frequency (%) | |
| -59081.96745 | 1 | < 0.1% | |
| -55299.54168 | 1 | < 0.1% | |
| -52558.04019 | 1 | < 0.1% | |
| -49365.07079 | 1 | < 0.1% | |
| -49271.53157 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99124.59293 | 1 | < 0.1% | |
| 82657.74568 | 1 | < 0.1% | |
| 79822.16085 | 1 | < 0.1% | |
| 74928.30306 | 1 | < 0.1% | |
| 74664.14627 | 1 | < 0.1% |
| Distinct | 2347 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 27 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5788.661435 |
|---|---|
| Minimum | -120638.8184 |
| Maximum | 69488.85172 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -120638.8184 |
|---|---|
| 5-th percentile | -26613.46246 |
| Q1 | -11896.99937 |
| median | -4920.256699 |
| Q3 | 1428.415816 |
| 95-th percentile | 13382.5462 |
| Maximum | 69488.85172 |
| Range | 190127.6701 |
| Interquartile range (IQR) | 13325.41519 |
Descriptive statistics
| Standard deviation | 13711.1537 |
|---|---|
| Coefficient of variation (CV) | -2.368622496 |
| Kurtosis | 7.875859389 |
| Mean | -5788.661435 |
| Median Absolute Deviation (MAD) | 6646.504621 |
| Skewness | -1.111816564 |
| Sum | -13585988.39 |
| Variance | 187995735.7 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -9878.264695 | 1 | < 0.1% | |
| -9293.285656 | 1 | < 0.1% | |
| -7468.773849 | 1 | < 0.1% | |
| -1807.430732 | 1 | < 0.1% | |
| 1719.315532 | 1 | < 0.1% | |
| 8302.118921 | 1 | < 0.1% | |
| -14642.43886 | 1 | < 0.1% | |
| -9098.403237 | 1 | < 0.1% | |
| 5108.742286 | 1 | < 0.1% | |
| -5593.282565 | 1 | < 0.1% | |
| Other values (2337) | 2337 | 98.4% | |
| (Missing) | 27 | 1.1% |
| Value | Count | Frequency (%) | |
| -120638.8184 | 1 | < 0.1% | |
| -104942.2098 | 1 | < 0.1% | |
| -98582.51885 | 1 | < 0.1% | |
| -94993.09284 | 1 | < 0.1% | |
| -80190.37842 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 69488.85172 | 1 | < 0.1% | |
| 55149.22424 | 1 | < 0.1% | |
| 52550.76011 | 1 | < 0.1% | |
| 47532.82387 | 1 | < 0.1% | |
| 47178.63031 | 1 | < 0.1% |
Chg_rentburden_fam1990_2000
Real number (ℝ)
| Distinct | 2217 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 10 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0355145496 |
|---|---|
| Minimum | -0.602230762 |
| Maximum | 0.619618237 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.602230762 |
|---|---|
| 5-th percentile | -0.2050034245 |
| Q1 | -0.090895612 |
| median | -0.0358443975 |
| Q3 | 0.023867631 |
| 95-th percentile | 0.1259772165 |
| Maximum | 0.619618237 |
| Range | 1.221848999 |
| Interquartile range (IQR) | 0.114763243 |
Descriptive statistics
| Standard deviation | 0.1074663284 |
|---|---|
| Coefficient of variation (CV) | -3.025980327 |
| Kurtosis | 4.013476858 |
| Mean | -0.0355145496 |
| Median Absolute Deviation (MAD) | 0.0571560875 |
| Skewness | -0.1026694376 |
| Sum | -83.95639526 |
| Variance | 0.01154901175 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.206838833 | 4 | 0.2% | |
| -0.059587361 | 3 | 0.1% | |
| -0.243408174 | 3 | 0.1% | |
| -0.025874591 | 3 | 0.1% | |
| -0.242464246 | 3 | 0.1% | |
| -0.026383741 | 3 | 0.1% | |
| 0.023602694 | 3 | 0.1% | |
| -0.111754633 | 2 | 0.1% | |
| -0.037281558 | 2 | 0.1% | |
| -0.059211936 | 2 | 0.1% | |
| Other values (2207) | 2336 | 98.4% | |
| (Missing) | 10 | 0.4% |
| Value | Count | Frequency (%) | |
| -0.602230762 | 1 | < 0.1% | |
| -0.596673597 | 1 | < 0.1% | |
| -0.558064516 | 1 | < 0.1% | |
| -0.516369313 | 1 | < 0.1% | |
| -0.510431154 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.619618237 | 1 | < 0.1% | |
| 0.583333333 | 1 | < 0.1% | |
| 0.563190042 | 1 | < 0.1% | |
| 0.437291898 | 1 | < 0.1% | |
| 0.391397849 | 2 | 0.1% |
Chg_rentburden_fam2000_2015
Real number (ℝ)
| Distinct | 2352 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 22 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1298602903 |
|---|---|
| Minimum | -0.8125 |
| Maximum | 0.836543339 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.8125 |
|---|---|
| 5-th percentile | -0.0924324288 |
| Q1 | 0.05417583975 |
| median | 0.135275396 |
| Q3 | 0.208379902 |
| 95-th percentile | 0.3401752597 |
| Maximum | 0.836543339 |
| Range | 1.649043339 |
| Interquartile range (IQR) | 0.1542040622 |
Descriptive statistics
| Standard deviation | 0.139429799 |
|---|---|
| Coefficient of variation (CV) | 1.0736908 |
| Kurtosis | 3.373545177 |
| Mean | 0.1298602903 |
| Median Absolute Deviation (MAD) | 0.0777278535 |
| Skewness | -0.3218403246 |
| Sum | 305.4314028 |
| Variance | 0.01944066884 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.027937277 | 1 | < 0.1% | |
| 0.142534008 | 1 | < 0.1% | |
| -0.087398099 | 1 | < 0.1% | |
| 0.242419648 | 1 | < 0.1% | |
| 0.137968506 | 1 | < 0.1% | |
| 0.199935621 | 1 | < 0.1% | |
| -0.045454545 | 1 | < 0.1% | |
| 0.205147745 | 1 | < 0.1% | |
| 0.219634393 | 1 | < 0.1% | |
| 0.076050555 | 1 | < 0.1% | |
| Other values (2342) | 2342 | 98.7% | |
| (Missing) | 22 | 0.9% |
| Value | Count | Frequency (%) | |
| -0.8125 | 1 | < 0.1% | |
| -0.68432819 | 1 | < 0.1% | |
| -0.642857143 | 1 | < 0.1% | |
| -0.484210526 | 1 | < 0.1% | |
| -0.465193381 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.836543339 | 1 | < 0.1% | |
| 0.806629834 | 1 | < 0.1% | |
| 0.786776825 | 1 | < 0.1% | |
| 0.669362627 | 1 | < 0.1% | |
| 0.646616541 | 1 | < 0.1% |
Chg_median_rent_1990_2000
Real number (ℝ)
| Distinct | 2184 |
|---|---|
| Distinct (%) | 92.4% |
| Missing | 10 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -61.54477675 |
|---|---|
| Minimum | -1611.202255 |
| Maximum | 1881.841736 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -1611.202255 |
|---|---|
| 5-th percentile | -303.4801786 |
| Q1 | -182.3792444 |
| median | -115.0598313 |
| Q3 | -22.12938721 |
| 95-th percentile | 446.3298254 |
| Maximum | 1881.841736 |
| Range | 3493.043991 |
| Interquartile range (IQR) | 160.2498572 |
Descriptive statistics
| Standard deviation | 260.3993186 |
|---|---|
| Coefficient of variation (CV) | -4.231054727 |
| Kurtosis | 8.873046965 |
| Mean | -61.54477675 |
| Median Absolute Deviation (MAD) | 76.64708375 |
| Skewness | 2.080503856 |
| Sum | -145491.8522 |
| Variance | 67807.80512 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 992.711498 | 17 | 0.7% | |
| -140.7718675 | 4 | 0.2% | |
| -158.7143345 | 3 | 0.1% | |
| 122.8996403 | 3 | 0.1% | |
| 198.3720548 | 3 | 0.1% | |
| -75.28533994 | 3 | 0.1% | |
| -186.061297 | 3 | 0.1% | |
| -134.4266322 | 3 | 0.1% | |
| -118.9043119 | 3 | 0.1% | |
| -113.7886224 | 3 | 0.1% | |
| Other values (2174) | 2319 | 97.7% | |
| (Missing) | 10 | 0.4% |
| Value | Count | Frequency (%) | |
| -1611.202255 | 1 | < 0.1% | |
| -1478.628887 | 1 | < 0.1% | |
| -1186.824728 | 1 | < 0.1% | |
| -1053.344519 | 1 | < 0.1% | |
| -913.5733958 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1881.841736 | 1 | < 0.1% | |
| 1343.23011 | 1 | < 0.1% | |
| 1247.496841 | 1 | < 0.1% | |
| 1234.839184 | 1 | < 0.1% | |
| 1202.695896 | 1 | < 0.1% |
| Distinct | 2196 |
|---|---|
| Distinct (%) | 93.2% |
| Missing | 19 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006289417134 |
|---|---|
| Minimum | -0.13206533 |
| Maximum | 0.502762431 |
| Zeros | 155 |
| Zeros (%) | 6.5% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | -0.13206533 |
|---|---|
| 5-th percentile | -0.0139040324 |
| Q1 | -0.001852601 |
| median | 0.000439871 |
| Q3 | 0.0086532095 |
| 95-th percentile | 0.0435641636 |
| Maximum | 0.502762431 |
| Range | 0.634827761 |
| Interquartile range (IQR) | 0.0105058105 |
Descriptive statistics
| Standard deviation | 0.0224955084 |
|---|---|
| Coefficient of variation (CV) | 3.576723871 |
| Kurtosis | 108.475653 |
| Mean | 0.006289417134 |
| Median Absolute Deviation (MAD) | 0.004155162 |
| Skewness | 6.23822485 |
| Sum | 14.81157735 |
| Variance | 0.0005060478982 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 155 | 6.5% | |
| -0.006777438 | 2 | 0.1% | |
| -1.64e-06 | 2 | 0.1% | |
| 0.001678791 | 2 | 0.1% | |
| -2.09e-05 | 2 | 0.1% | |
| -0.00049334 | 2 | 0.1% | |
| 0.05361609 | 1 | < 0.1% | |
| 0.004389646 | 1 | < 0.1% | |
| -0.00260962 | 1 | < 0.1% | |
| 0.000303864 | 1 | < 0.1% | |
| Other values (2186) | 2186 | 92.1% | |
| (Missing) | 19 | 0.8% |
| Value | Count | Frequency (%) | |
| -0.13206533 | 1 | < 0.1% | |
| -0.093885221 | 1 | < 0.1% | |
| -0.060564184 | 1 | < 0.1% | |
| -0.060473626 | 1 | < 0.1% | |
| -0.052484388 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.502762431 | 1 | < 0.1% | |
| 0.17679359 | 1 | < 0.1% | |
| 0.159826221 | 1 | < 0.1% | |
| 0.159105197 | 1 | < 0.1% | |
| 0.154025017 | 1 | < 0.1% |
Racial_Ethnic_Composition_1990
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 16 |
| Missing (%) | 0.7% |
| Memory size | 2.5 KiB |
| 01. Majority NHW | |
|---|---|
| 03. Majority Hisp | |
| 05. No Majority | |
| 02. Majority Black | |
| 04. Majority Asian | 18 |
| Value | Count | Frequency (%) | |
| 01. Majority NHW | 1252 | 52.7% | |
| 03. Majority Hisp | 583 | 24.6% | |
| 05. No Majority | 367 | 15.5% | |
| 02. Majority Black | 138 | 5.8% | |
| 04. Majority Asian | 18 | 0.8% | |
| (Missing) | 16 | 0.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 16.1347936 |
| Min length | 3 |
Racial_Ethnic_Composition_2000
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 15 |
| Missing (%) | 0.6% |
| Memory size | 2.5 KiB |
| 01. Majority NHW | |
|---|---|
| 03. Majority Hisp | |
| 05. No Majority | |
| 04. Majority Asian | 76 |
| 02. Majority Black | 70 |
| Value | Count | Frequency (%) | |
| 01. Majority NHW | 898 | 37.8% | |
| 03. Majority Hisp | 822 | 34.6% | |
| 05. No Majority | 493 | 20.8% | |
| 04. Majority Asian | 76 | 3.2% | |
| 02. Majority Black | 70 | 2.9% | |
| (Missing) | 15 | 0.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 16.17944398 |
| Min length | 3 |
Racial_Ethnic_Composition_2015
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 18 |
| Missing (%) | 0.8% |
| Memory size | 2.5 KiB |
| 03. Majority Hisp | |
|---|---|
| 01. Majority NHW | |
| 05. No Majority | |
| 04. Majority Asian | |
| 02. Majority Black | 46 |
| Value | Count | Frequency (%) | |
| 03. Majority Hisp | 952 | 40.1% | |
| 01. Majority NHW | 743 | 31.3% | |
| 05. No Majority | 489 | 20.6% | |
| 04. Majority Asian | 126 | 5.3% | |
| 02. Majority Black | 46 | 1.9% | |
| (Missing) | 18 | 0.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 16.24136479 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Memory size | 2.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 1429 | 60.2% | |
| 1 | 942 | 39.7% | |
| (Missing) | 3 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Memory size | 2.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 1459 | 61.5% | |
| 1 | 912 | 38.4% | |
| (Missing) | 3 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Memory size | 2.4 KiB |
| 0 | |
|---|---|
| 1 | 61 |
| Value | Count | Frequency (%) | |
| 0 | 2310 | 97.3% | |
| 1 | 61 | 2.6% | |
| (Missing) | 3 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Memory size | 2.4 KiB |
| 0 | |
|---|---|
| 1 | 64 |
| Value | Count | Frequency (%) | |
| 0 | 2307 | 97.2% | |
| 1 | 64 | 2.7% | |
| (Missing) | 3 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1358 |
| Missing (%) | 57.2% |
| Memory size | 2.4 KiB |
| Disadvantaged Both Decades | |
|---|---|
| Disadvantaged 1990-2000 Only | |
| Disadvantaged 2000-2015 Only | 74 |
| Value | Count | Frequency (%) | |
| Disadvantaged Both Decades | 838 | 35.3% | |
| Disadvantaged 1990-2000 Only | 104 | 4.4% | |
| Disadvantaged 2000-2015 Only | 74 | 3.1% | |
| (Missing) | 1358 | 57.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 28 |
|---|---|
| Median length | 3 |
| Mean length | 12.99326032 |
| Min length | 3 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1358 |
| Missing (%) | 57.2% |
| Memory size | 2.5 KiB |
| Disadvantaged, Did Not Gentrify | |
|---|---|
| Gentrified 2000-2015 Only | 59 |
| Gentrified 1990-2000 Only | 56 |
| Gentrified Both Decades | 5 |
| Value | Count | Frequency (%) | |
| Disadvantaged, Did Not Gentrify | 896 | 37.7% | |
| Gentrified 2000-2015 Only | 59 | 2.5% | |
| Gentrified 1990-2000 Only | 56 | 2.4% | |
| Gentrified Both Decades | 5 | 0.2% | |
| (Missing) | 1358 | 57.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 31 |
|---|---|
| Median length | 3 |
| Mean length | 14.67565291 |
| Min length | 3 |
Job_density_2015_jobs_sqmi
Real number (ℝ≥0)
| Distinct | 2372 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3023.935548 |
|---|---|
| Minimum | 0.116484776 |
| Maximum | 79680.4605 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.5 KiB |
Quantile statistics
| Minimum | 0.116484776 |
|---|---|
| 5-th percentile | 178.4970266 |
| Q1 | 785.794541 |
| median | 1724.017019 |
| Q3 | 3459.936316 |
| 95-th percentile | 9311.095607 |
| Maximum | 79680.4605 |
| Range | 79680.34402 |
| Interquartile range (IQR) | 2674.141775 |
Descriptive statistics
| Standard deviation | 4677.453811 |
|---|---|
| Coefficient of variation (CV) | 1.546810022 |
| Kurtosis | 62.13456502 |
| Mean | 3023.935548 |
| Median Absolute Deviation (MAD) | 1115.837176 |
| Skewness | 6.212280298 |
| Sum | 7172775.12 |
| Variance | 21878574.15 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 21.88082828 | 1 | < 0.1% | |
| 937.6781129 | 1 | < 0.1% | |
| 1928.992595 | 1 | < 0.1% | |
| 7343.471636 | 1 | < 0.1% | |
| 2673.066898 | 1 | < 0.1% | |
| 1588.363218 | 1 | < 0.1% | |
| 1791.294159 | 1 | < 0.1% | |
| 19751.65959 | 1 | < 0.1% | |
| 2586.996824 | 1 | < 0.1% | |
| 70.20142409 | 1 | < 0.1% | |
| Other values (2362) | 2362 | 99.5% | |
| (Missing) | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 0.116484776 | 1 | < 0.1% | |
| 0.248537728 | 1 | < 0.1% | |
| 0.249212338 | 1 | < 0.1% | |
| 1.77880685 | 1 | < 0.1% | |
| 2.149853642 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 79680.4605 | 1 | < 0.1% | |
| 58581.83542 | 1 | < 0.1% | |
| 54184.98991 | 1 | < 0.1% | |
| 47206.24469 | 1 | < 0.1% | |
| 43722.71705 | 1 | < 0.1% |
disadvantaged_improved
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 1 | 104 |
| Value | Count | Frequency (%) | |
| 0 | 2270 | 95.6% | |
| 1 | 104 | 4.4% |
disadvantaged_worsened
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 1 | 74 |
| Value | Count | Frequency (%) | |
| 0 | 2300 | 96.9% | |
| 1 | 74 | 3.1% |
disadvantaged_sustained_high
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 1536 | 64.7% | |
| 1 | 838 | 35.3% |
disadvantaged_sustained_low
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 1355 | 57.1% | |
| 0 | 1019 | 42.9% |
gentrification_improved
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 1 | 56 |
| Value | Count | Frequency (%) | |
| 0 | 2318 | 97.6% | |
| 1 | 56 | 2.4% |
gentrification_worsened
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 1 | 59 |
| Value | Count | Frequency (%) | |
| 0 | 2315 | 97.5% | |
| 1 | 59 | 2.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 0 | |
|---|---|
| 1 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 2369 | 99.8% | |
| 1 | 5 | 0.2% |
gentrification_sustained_low
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.5 KiB |
| 1 | |
|---|---|
| 0 | 123 |
| Value | Count | Frequency (%) | |
| 1 | 2251 | 94.8% | |
| 0 | 123 | 5.2% |
neighbourhood_type
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 10 |
| Missing (%) | 0.4% |
| Memory size | 2.7 KiB |
| Established suburb | |
|---|---|
| Old urban | |
| Urban residential | |
| Patchwork | |
| New development | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| Established suburb | 829 | 34.9% | |
| Old urban | 581 | 24.5% | |
| Urban residential | 417 | 17.6% | |
| Patchwork | 227 | 9.6% | |
| New development | 197 | 8.3% | |
| Mixed-use | 75 | 3.2% | |
| Rural | 38 | 1.6% | |
| (Missing) | 10 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 13.95661331 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| GEOID10 | COUNTYFP10 | Cnty_Name | City_Name | ZIP | num_bikelanes_Cls0 | num_bikelanes_Cls1 | num_bikelanes_Cls2 | num_bikelanes_Cls3 | num_bikelanes_Cls4 | All_lengths | sqmi | Chg_median_rent2000_2015 | Chg_median_rent1990_2000 | Chg_nonHisp_whites2000_2015 | Chg_median_rent1990_2000.1 | Change _popu_less_highsch2000_2015 | Change_collg_adultpopu1990_2000 | Change_collg_adult_popu2000_2015 | Chg_median_fam_inc1990_2000 | Chg_median_fam_inc2000_2015 | Chg_rentburden_fam1990_2000 | Chg_rentburden_fam2000_2015 | Chg_median_rent_1990_2000 | Chg_Sec8_fam2000_2015 | Racial_Ethnic_Composition_1990 | Racial_Ethnic_Composition_2000 | Racial_Ethnic_Composition_2015 | Disadv_Neighborhds1990_2000 | Disadv_Neighborhds2000_2015 | Gentrified_1990_2000 | Gentrified_2000_2015 | Disadv_Neighborhds1990_2015 | Gentrified_1990_2015 | Job_density_2015_jobs_sqmi | disadvantaged_improved | disadvantaged_worsened | disadvantaged_sustained_high | disadvantaged_sustained_low | gentrification_improved | gentrification_worsened | gentrification_sustained_high | gentrification_sustained_low | neighbourhood_type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6059062640 | 59 | Orange | Aliso Viejo | 92656 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.569195 | 67.064798 | -0.117756 | -0.108803 | -0.034178 | 0.012075 | 0.011548 | 0.098614 | 9601.174436 | -17960.047070 | -0.050101 | 0.017908 | 19.701245 | 0.000669 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 4996.531065 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Patchwork |
| 1 | 6059062641 | 59 | Orange | Aliso Viejo | 92637 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.826624 | 183.444294 | -0.230769 | -0.055743 | 0.034057 | -0.001435 | -0.083359 | 0.187997 | -16186.632220 | -3134.238715 | 0.118647 | 0.126962 | -145.678250 | 0.008054 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 1106.912104 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | New development |
| 2 | 6059062642 | 59 | Orange | Newport Beach | 92625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.787702 | 1632.381818 | -0.058285 | -0.061053 | -0.001727 | -0.029937 | 0.109404 | 0.009076 | -31432.238370 | 28523.531260 | -0.078095 | -0.040850 | 136.563204 | 0.000000 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 445.599703 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Established suburb |
| 3 | 6059062643 | 59 | Orange | Newport Beach | 92657 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.266985 | 1503.374182 | -0.161147 | -0.110914 | -0.019692 | -0.009177 | 0.136273 | 0.060184 | 71911.943930 | 10177.124730 | -0.152252 | -0.019230 | -413.241407 | 0.000368 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 249.484484 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | New development |
| 4 | 6059062644 | 59 | Orange | Newport Beach | 92660 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.648086 | 425.320158 | -0.012040 | -0.051996 | -0.000331 | -0.007706 | 0.066920 | 0.056304 | -11057.537230 | -24090.471600 | -0.017896 | 0.199555 | 213.570852 | -0.002197 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 640.743262 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Urban residential |
| 5 | 6059062645 | 59 | Orange | Newport Beach | 92657 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.137578 | 288.960474 | -0.073456 | -0.091735 | -0.013762 | -0.003970 | 0.111063 | -0.019533 | -1277.418373 | 4622.276665 | -0.028958 | 0.073827 | 565.230800 | 0.000000 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 250.283265 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | New development |
| 6 | 6059062646 | 59 | Orange | Laguna Woods | 92637 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.500383 | -1462.945455 | 0.000581 | -0.143235 | -0.013435 | -0.086856 | 0.031597 | 0.053678 | -12788.799460 | -2769.143032 | 0.087822 | -0.136090 | 1012.065717 | 0.002309 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 1382.939562 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Patchwork |
| 7 | 6059062647 | 59 | Orange | Laguna Woods | 92637 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.681967 | -748.075099 | -0.150992 | -0.263648 | -0.024715 | -0.009400 | 0.002246 | 0.159105 | -1531.709474 | -8586.234164 | 0.033927 | -0.173084 | 749.195362 | 0.000497 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 8419.764716 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Mixed-use |
| 8 | 6059099251 | 59 | Orange | Fountain Valley | 92708 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.511014 | 134.230830 | -0.211329 | -0.137963 | 0.045794 | -0.110518 | 0.049958 | 0.066778 | -7349.606626 | -2787.052309 | 0.054267 | 0.023517 | -90.037803 | 0.038151 | 01. Majority NHW | 05. No Majority | 05. No Majority | 1.0 | 1.0 | 0.0 | 0.0 | Disadvantaged Both Decades | Disadvantaged, Did Not Gentrify | 9514.410849 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | Mixed-use |
| 9 | 6059099305 | 59 | Orange | Huntington Beach | 92648 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.541894 | 143.122530 | -0.066012 | -0.135988 | 0.007648 | -0.067612 | 0.040343 | 0.017102 | -1104.818342 | -5621.601647 | -0.077826 | 0.112597 | -156.134285 | 0.009835 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 1.0 | 1.0 | 0.0 | 0.0 | Disadvantaged Both Decades | Disadvantaged, Did Not Gentrify | 2860.338000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | Urban residential |
Last rows
| GEOID10 | COUNTYFP10 | Cnty_Name | City_Name | ZIP | num_bikelanes_Cls0 | num_bikelanes_Cls1 | num_bikelanes_Cls2 | num_bikelanes_Cls3 | num_bikelanes_Cls4 | All_lengths | sqmi | Chg_median_rent2000_2015 | Chg_median_rent1990_2000 | Chg_nonHisp_whites2000_2015 | Chg_median_rent1990_2000.1 | Change _popu_less_highsch2000_2015 | Change_collg_adultpopu1990_2000 | Change_collg_adult_popu2000_2015 | Chg_median_fam_inc1990_2000 | Chg_median_fam_inc2000_2015 | Chg_rentburden_fam1990_2000 | Chg_rentburden_fam2000_2015 | Chg_median_rent_1990_2000 | Chg_Sec8_fam2000_2015 | Racial_Ethnic_Composition_1990 | Racial_Ethnic_Composition_2000 | Racial_Ethnic_Composition_2015 | Disadv_Neighborhds1990_2000 | Disadv_Neighborhds2000_2015 | Gentrified_1990_2000 | Gentrified_2000_2015 | Disadv_Neighborhds1990_2015 | Gentrified_1990_2015 | Job_density_2015_jobs_sqmi | disadvantaged_improved | disadvantaged_worsened | disadvantaged_sustained_high | disadvantaged_sustained_low | gentrification_improved | gentrification_worsened | gentrification_sustained_high | gentrification_sustained_low | neighbourhood_type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2364 | 6037143901 | 37 | Los Angeles | Los Angeles | 91604 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 2.039747 | 835.419763 | -0.049363 | -0.009469 | -0.050262 | 0.022591 | 0.084882 | 0.065870 | -3375.931435 | -20842.613000 | 0.073900 | 0.022133 | 735.346281 | 0.000000 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 1810.028401 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Patchwork |
| 2365 | 6037181500 | 37 | Los Angeles | Los Angeles | 90041 | 0.0 | 0.0 | 663.757606 | 0.000000 | 0.0 | 663.757606 | 0.422678 | 513.868775 | -0.115215 | 0.004818 | -0.066647 | -0.077477 | 0.041149 | 0.094922 | -4452.507639 | 15871.237020 | 0.024609 | -0.044068 | -122.119987 | -0.003760 | 05. No Majority | 05. No Majority | 05. No Majority | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 2219.185497 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Established suburb |
| 2366 | 6037181400 | 37 | Los Angeles | Los Angeles | 90041 | 0.0 | 0.0 | 2840.836270 | 0.000000 | 0.0 | 2840.836270 | 0.339455 | 252.549407 | -0.178128 | -0.020040 | -0.068686 | -0.104587 | 0.114375 | 0.067626 | 4822.677265 | -1815.946056 | -0.088821 | 0.139740 | -14.360928 | -0.003435 | 05. No Majority | 05. No Majority | 05. No Majority | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 3938.667552 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Urban residential |
| 2367 | 6037183300 | 37 | Los Angeles | Los Angeles | 90042 | 0.0 | 0.0 | 925.614921 | 918.618997 | 0.0 | 1844.233918 | 0.208999 | 413.384190 | -0.080694 | 0.035305 | 0.020756 | -0.236487 | -0.030100 | 0.106376 | -6247.867914 | 7638.440675 | 0.089623 | -0.012084 | -110.474134 | 0.005577 | 03. Majority Hisp | 03. Majority Hisp | 03. Majority Hisp | 1.0 | 1.0 | 0.0 | 1.0 | Disadvantaged Both Decades | Gentrified 2000-2015 Only | 1933.026378 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | Urban residential |
| 2368 | 6037183510 | 37 | Los Angeles | Los Angeles | 90042 | 0.0 | 0.0 | 252.299012 | 441.112526 | 0.0 | 693.411538 | 0.193220 | 298.584980 | -0.044948 | 0.080321 | -0.100658 | -0.173082 | 0.015564 | 0.086460 | 8492.366424 | 2317.508378 | -0.185028 | 0.194676 | -96.663303 | -0.013975 | 03. Majority Hisp | 03. Majority Hisp | 03. Majority Hisp | 1.0 | 0.0 | 0.0 | 0.0 | Disadvantaged 1990-2000 Only | Disadvantaged, Did Not Gentrify | 1060.965675 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Established suburb |
| 2369 | 6037183520 | 37 | Los Angeles | Los Angeles | 90042 | 0.0 | 0.0 | 338.525460 | 0.000000 | 0.0 | 338.525460 | 0.165137 | 204.280632 | -0.062121 | 0.053170 | 0.091877 | -0.220681 | -0.028050 | 0.106630 | -11632.652110 | -40.470781 | -0.042544 | 0.126553 | -172.358955 | 0.001139 | 03. Majority Hisp | 03. Majority Hisp | 03. Majority Hisp | 1.0 | 1.0 | 0.0 | 0.0 | Disadvantaged Both Decades | Disadvantaged, Did Not Gentrify | 1810.613465 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | Old urban |
| 2370 | 6037430302 | 37 | Los Angeles | Monrovia | 91016 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.748014 | 280.430830 | -0.090984 | -0.116386 | 0.032373 | -0.100211 | 0.105217 | 0.120163 | -584.527147 | 23624.039230 | 0.001530 | -0.001015 | -109.216075 | -0.000348 | 01. Majority NHW | 01. Majority NHW | 01. Majority NHW | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 943.832223 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Established suburb |
| 2371 | 6037430723 | 37 | Los Angeles | Arcadia | 91007 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.187801 | 298.400632 | -0.298373 | -0.173704 | -0.018009 | -0.063291 | 0.101519 | 0.140056 | 3900.055695 | -84.084054 | -0.137060 | 0.106392 | -113.541795 | 0.009387 | 01. Majority NHW | 05. No Majority | 04. Majority Asian | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | 2806.163336 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Old urban |
| 2372 | 6037533603 | 37 | Los Angeles | Bell | 90201 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.312355 | 158.327369 | -0.023971 | -0.002144 | -0.089716 | -0.086859 | 0.019637 | 0.035975 | 3318.831513 | -1003.313878 | -0.065263 | 0.102919 | -135.999035 | 0.028952 | 03. Majority Hisp | 03. Majority Hisp | 03. Majority Hisp | 1.0 | 1.0 | 0.0 | 0.0 | Disadvantaged Both Decades | Disadvantaged, Did Not Gentrify | 8986.578399 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | Old urban |
| 2373 | 6037534101 | 37 | Los Angeles | Bell Gardens | 90201 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.198772 | 184.950988 | -0.042523 | -0.008234 | -0.023687 | -0.172968 | 0.026542 | 0.031191 | 1502.636123 | -5023.831596 | 0.068708 | 0.102524 | -173.243560 | 0.011663 | 03. Majority Hisp | 03. Majority Hisp | 03. Majority Hisp | 1.0 | 1.0 | 0.0 | 0.0 | Disadvantaged Both Decades | Disadvantaged, Did Not Gentrify | 12275.370780 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | Patchwork |